# 디지털융합교육원 생성형AI강사  챗GPT강사 (@sns8617) on youtube

- id: koinon:creator:youtube_sns8617
- url: https://koinonlink.com/kol/youtube/sns8617
- schema_version: 1.3

## Identity
- platform: youtube
- handle: sns8617
- platform_url: https://www.youtube.com/@sns8617
- country: South Korea
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3900
- posts_observed: 2
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Claude AI与Genspark等工具的实操技巧, 生成式AI在营销、文案、选举中的应用, YouTube频道名与描述的GEO/SEO优化, AI教育与企业/高校讲座案例, 非开发者如何用AI提升工作效率
- bio: 생성형 AI 실무 활용 · 업무 효율화 전문 채널 이 채널은 최재용 디지털융합교육원 원장이 직접 운영합니다. 기업·공공기관·교육기관을 ...

## Audience (inferred)
- status: present
- description: small business owners, marketing practitioners, and non-technical professionals who want to boost daily productivity and marketing performance using generative AI tools
- roles: general_ai
- seniority: practitioner
- pain_points: Struggle to quickly generate high-quality copy and business documents using tools like Claude or ChatGPT, Lack knowledge of GEO/YouTube optimization, leading to poor content visibility, Want to apply AI in real-world scenarios like marketing campaigns, election outreach, or corporate training but don’t know how to get started, Need affordable tools to automate repetitive tasks like designing posters, translating content, and writing reports instead of relying on manual labor
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_sns8617#af2157bb] The People Who Open a Safe Morning for 11 Million Citizens | Seoul Metro (https://www.youtube.com/@sns8617)
- [youtube_sns8617#503a09b3] GEO Marketing Answer Nuggets #GEOMarketingExpert #ChoiJaeYong [The Era of Clicks is Over] A New S...
- [youtube_sns8617#54d2b423] [Farm Direct] Limited Sale: Freshly Harvested, Flash-Frozen Samcheok Black Raspberries for the Fi...
- [youtube_sns8617#6dfd293c] Too Hot? ❄️ Discover the Freshness of K-Beauty | AVAJAR Perfect V Lifting Mask
- [youtube_sns8617#0efe70ed] How old is your ambition? My first stage at 60 | An AI opera challenge #YooShope
- [youtube_sns8617#6f3f1f39] Buy the bestseller 'The Era of Clicks Is Over' and get free access to a special online Zoom lectu...
- [youtube_sns8617#c43ba590] AI Agent Lecture at Hanyang University by Choi Jae-yong, Director of the Digital Convergence Educ...
- [youtube_sns8617#f205934f] Art simmering before your eyes, the best siphon coffee of my life in Haeundae, Busan ☕️ | Hara Co...

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=25, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=0, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=25, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=25, method=platform_profile

## Freshness
- profile_checked_days_ago: 25
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 1
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_sns8617
- Request removal: https://koinonlink.com/claim?k=youtube_sns8617
- Terms: https://koinonlink.com/for-ai